{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 数据分析"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import missingno as msno"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "outputs": [],
   "source": [
    "Train_data = pd.read_csv('./data/used_car_train_20200313.csv',sep=' ')\n",
    "Test_data = pd.read_csv('./data/used_car_testB_20200421.csv',sep=' ')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## EDA\n",
    "EDA(Exploratory Data Analysis)。感觉这一步很有意思，需要用到很多的绘图工具，所以也很复杂😂。\n",
    "\n",
    "坚持住，虽然不知道以后工作会不会搞这方面，但是还是是试试吧，万一成了呢，虽然这个可能性很小。\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 总览数据情况\n",
    "虽然教程中同时分析了训练集和测试集，但这里为了简化并更加专注于体悟数据分析的方法论，就只分析训练集的数据了"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "调用`describe()`发现其实有好些字段是有缺失值的，\n",
    "\n",
    "std是方差，这个有点忘记了"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "outputs": [
    {
     "data": {
      "text/plain": "              SaleID           name       regDate          model  \\\ncount  150000.000000  150000.000000  1.500000e+05  149999.000000   \nmean    74999.500000   68349.172873  2.003417e+07      47.129021   \nstd     43301.414527   61103.875095  5.364988e+04      49.536040   \nmin         0.000000       0.000000  1.991000e+07       0.000000   \n25%     37499.750000   11156.000000  1.999091e+07      10.000000   \n50%     74999.500000   51638.000000  2.003091e+07      30.000000   \n75%    112499.250000  118841.250000  2.007111e+07      66.000000   \nmax    149999.000000  196812.000000  2.015121e+07     247.000000   \n\n               brand       bodyType       fuelType        gearbox  \\\ncount  150000.000000  145494.000000  141320.000000  144019.000000   \nmean        8.052733       1.792369       0.375842       0.224943   \nstd         7.864956       1.760640       0.548677       0.417546   \nmin         0.000000       0.000000       0.000000       0.000000   \n25%         1.000000       0.000000       0.000000       0.000000   \n50%         6.000000       1.000000       0.000000       0.000000   \n75%        13.000000       3.000000       1.000000       0.000000   \nmax        39.000000       7.000000       6.000000       1.000000   \n\n               power      kilometer  ...            v_5            v_6  \\\ncount  150000.000000  150000.000000  ...  150000.000000  150000.000000   \nmean      119.316547      12.597160  ...       0.248204       0.044923   \nstd       177.168419       3.919576  ...       0.045804       0.051743   \nmin         0.000000       0.500000  ...       0.000000       0.000000   \n25%        75.000000      12.500000  ...       0.243615       0.000038   \n50%       110.000000      15.000000  ...       0.257798       0.000812   \n75%       150.000000      15.000000  ...       0.265297       0.102009   \nmax     19312.000000      15.000000  ...       0.291838       0.151420   \n\n                 v_7            v_8            v_9           v_10  \\\ncount  150000.000000  150000.000000  150000.000000  150000.000000   \nmean        0.124692       0.058144       0.061996      -0.001000   \nstd         0.201410       0.029186       0.035692       3.772386   \nmin         0.000000       0.000000       0.000000      -9.168192   \n25%         0.062474       0.035334       0.033930      -3.722303   \n50%         0.095866       0.057014       0.058484       1.624076   \n75%         0.125243       0.079382       0.087491       2.844357   \nmax         1.404936       0.160791       0.222787      12.357011   \n\n                v_11           v_12           v_13           v_14  \ncount  150000.000000  150000.000000  150000.000000  150000.000000  \nmean        0.009035       0.004813       0.000313      -0.000688  \nstd         3.286071       2.517478       1.288988       1.038685  \nmin        -5.558207      -9.639552      -4.153899      -6.546556  \n25%        -1.951543      -1.871846      -1.057789      -0.437034  \n50%        -0.358053      -0.130753      -0.036245       0.141246  \n75%         1.255022       1.776933       0.942813       0.680378  \nmax        18.819042      13.847792      11.147669       8.658418  \n\n[8 rows x 30 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>SaleID</th>\n      <th>name</th>\n      <th>regDate</th>\n      <th>model</th>\n      <th>brand</th>\n      <th>bodyType</th>\n      <th>fuelType</th>\n      <th>gearbox</th>\n      <th>power</th>\n      <th>kilometer</th>\n      <th>...</th>\n      <th>v_5</th>\n      <th>v_6</th>\n      <th>v_7</th>\n      <th>v_8</th>\n      <th>v_9</th>\n      <th>v_10</th>\n      <th>v_11</th>\n      <th>v_12</th>\n      <th>v_13</th>\n      <th>v_14</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>150000.000000</td>\n      <td>150000.000000</td>\n      <td>1.500000e+05</td>\n      <td>149999.000000</td>\n      <td>150000.000000</td>\n      <td>145494.000000</td>\n      <td>141320.000000</td>\n      <td>144019.000000</td>\n      <td>150000.000000</td>\n      <td>150000.000000</td>\n      <td>...</td>\n      <td>150000.000000</td>\n      <td>150000.000000</td>\n      <td>150000.000000</td>\n      <td>150000.000000</td>\n      <td>150000.000000</td>\n      <td>150000.000000</td>\n      <td>150000.000000</td>\n      <td>150000.000000</td>\n      <td>150000.000000</td>\n      <td>150000.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>74999.500000</td>\n      <td>68349.172873</td>\n      <td>2.003417e+07</td>\n      <td>47.129021</td>\n      <td>8.052733</td>\n      <td>1.792369</td>\n      <td>0.375842</td>\n      <td>0.224943</td>\n      <td>119.316547</td>\n      <td>12.597160</td>\n      <td>...</td>\n      <td>0.248204</td>\n      <td>0.044923</td>\n      <td>0.124692</td>\n      <td>0.058144</td>\n      <td>0.061996</td>\n      <td>-0.001000</td>\n      <td>0.009035</td>\n      <td>0.004813</td>\n      <td>0.000313</td>\n      <td>-0.000688</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>43301.414527</td>\n      <td>61103.875095</td>\n      <td>5.364988e+04</td>\n      <td>49.536040</td>\n      <td>7.864956</td>\n      <td>1.760640</td>\n      <td>0.548677</td>\n      <td>0.417546</td>\n      <td>177.168419</td>\n      <td>3.919576</td>\n      <td>...</td>\n      <td>0.045804</td>\n      <td>0.051743</td>\n      <td>0.201410</td>\n      <td>0.029186</td>\n      <td>0.035692</td>\n      <td>3.772386</td>\n      <td>3.286071</td>\n      <td>2.517478</td>\n      <td>1.288988</td>\n      <td>1.038685</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>1.991000e+07</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.500000</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>-9.168192</td>\n      <td>-5.558207</td>\n      <td>-9.639552</td>\n      <td>-4.153899</td>\n      <td>-6.546556</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>37499.750000</td>\n      <td>11156.000000</td>\n      <td>1.999091e+07</td>\n      <td>10.000000</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>75.000000</td>\n      <td>12.500000</td>\n      <td>...</td>\n      <td>0.243615</td>\n      <td>0.000038</td>\n      <td>0.062474</td>\n      <td>0.035334</td>\n      <td>0.033930</td>\n      <td>-3.722303</td>\n      <td>-1.951543</td>\n      <td>-1.871846</td>\n      <td>-1.057789</td>\n      <td>-0.437034</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>74999.500000</td>\n      <td>51638.000000</td>\n      <td>2.003091e+07</td>\n      <td>30.000000</td>\n      <td>6.000000</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>110.000000</td>\n      <td>15.000000</td>\n      <td>...</td>\n      <td>0.257798</td>\n      <td>0.000812</td>\n      <td>0.095866</td>\n      <td>0.057014</td>\n      <td>0.058484</td>\n      <td>1.624076</td>\n      <td>-0.358053</td>\n      <td>-0.130753</td>\n      <td>-0.036245</td>\n      <td>0.141246</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>112499.250000</td>\n      <td>118841.250000</td>\n      <td>2.007111e+07</td>\n      <td>66.000000</td>\n      <td>13.000000</td>\n      <td>3.000000</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>150.000000</td>\n      <td>15.000000</td>\n      <td>...</td>\n      <td>0.265297</td>\n      <td>0.102009</td>\n      <td>0.125243</td>\n      <td>0.079382</td>\n      <td>0.087491</td>\n      <td>2.844357</td>\n      <td>1.255022</td>\n      <td>1.776933</td>\n      <td>0.942813</td>\n      <td>0.680378</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>149999.000000</td>\n      <td>196812.000000</td>\n      <td>2.015121e+07</td>\n      <td>247.000000</td>\n      <td>39.000000</td>\n      <td>7.000000</td>\n      <td>6.000000</td>\n      <td>1.000000</td>\n      <td>19312.000000</td>\n      <td>15.000000</td>\n      <td>...</td>\n      <td>0.291838</td>\n      <td>0.151420</td>\n      <td>1.404936</td>\n      <td>0.160791</td>\n      <td>0.222787</td>\n      <td>12.357011</td>\n      <td>18.819042</td>\n      <td>13.847792</td>\n      <td>11.147669</td>\n      <td>8.658418</td>\n    </tr>\n  </tbody>\n</table>\n<p>8 rows × 30 columns</p>\n</div>"
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Train_data.describe()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "能够发现`notRepairedDamage`字段是object类型的，也就是可能需要特别分析其数据特征，比如是否有缺失等"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150000 entries, 0 to 149999\n",
      "Data columns (total 31 columns):\n",
      " #   Column             Non-Null Count   Dtype  \n",
      "---  ------             --------------   -----  \n",
      " 0   SaleID             150000 non-null  int64  \n",
      " 1   name               150000 non-null  int64  \n",
      " 2   regDate            150000 non-null  int64  \n",
      " 3   model              149999 non-null  float64\n",
      " 4   brand              150000 non-null  int64  \n",
      " 5   bodyType           145494 non-null  float64\n",
      " 6   fuelType           141320 non-null  float64\n",
      " 7   gearbox            144019 non-null  float64\n",
      " 8   power              150000 non-null  int64  \n",
      " 9   kilometer          150000 non-null  float64\n",
      " 10  notRepairedDamage  150000 non-null  object \n",
      " 11  regionCode         150000 non-null  int64  \n",
      " 12  seller             150000 non-null  int64  \n",
      " 13  offerType          150000 non-null  int64  \n",
      " 14  creatDate          150000 non-null  int64  \n",
      " 15  price              150000 non-null  int64  \n",
      " 16  v_0                150000 non-null  float64\n",
      " 17  v_1                150000 non-null  float64\n",
      " 18  v_2                150000 non-null  float64\n",
      " 19  v_3                150000 non-null  float64\n",
      " 20  v_4                150000 non-null  float64\n",
      " 21  v_5                150000 non-null  float64\n",
      " 22  v_6                150000 non-null  float64\n",
      " 23  v_7                150000 non-null  float64\n",
      " 24  v_8                150000 non-null  float64\n",
      " 25  v_9                150000 non-null  float64\n",
      " 26  v_10               150000 non-null  float64\n",
      " 27  v_11               150000 non-null  float64\n",
      " 28  v_12               150000 non-null  float64\n",
      " 29  v_13               150000 non-null  float64\n",
      " 30  v_14               150000 non-null  float64\n",
      "dtypes: float64(20), int64(10), object(1)\n",
      "memory usage: 35.5+ MB\n"
     ]
    }
   ],
   "source": [
    "Train_data.info()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "outputs": [],
   "source": [
    "## 判断数据缺失和异常"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "outputs": [
    {
     "data": {
      "text/plain": "SaleID                  0\nname                    0\nregDate                 0\nmodel                   1\nbrand                   0\nbodyType             4506\nfuelType             8680\ngearbox              5981\npower                   0\nkilometer               0\nnotRepairedDamage       0\nregionCode              0\nseller                  0\nofferType               0\ncreatDate               0\nprice                   0\nv_0                     0\nv_1                     0\nv_2                     0\nv_3                     0\nv_4                     0\nv_5                     0\nv_6                     0\nv_7                     0\nv_8                     0\nv_9                     0\nv_10                    0\nv_11                    0\nv_12                    0\nv_13                    0\nv_14                    0\ndtype: int64"
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing = Train_data.isna().sum(axis=0)\n",
    "missing"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:>"
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化\n",
    "missing = missing[missing>0]\n",
    "missing.sort_values(inplace=True)  # inplace表示是否用排序后的数据替换原来的数据\n",
    "missing.plot.bar()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 单独考察类型为`object`的`notRepairedDamage`\n",
    ">可以看出来‘ - ’也为空缺值，因为很多模型对nan有直接的处理，这里我们先不做处理，先替换成nan"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [
    {
     "data": {
      "text/plain": "0.0    111361\n-       24324\n1.0     14315\nName: notRepairedDamage, dtype: int64"
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Train_data['notRepairedDamage'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "outputs": [],
   "source": [
    "Train_data['notRepairedDamage'].replace('-',np.nan,inplace=True)  #这个地方直接改变Train_data的数据"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "outputs": [
    {
     "data": {
      "text/plain": "SaleID                   0\nname                     0\nregDate                  0\nmodel                    1\nbrand                    0\nbodyType              4506\nfuelType              8680\ngearbox               5981\npower                    0\nkilometer                0\nnotRepairedDamage    24324\nregionCode               0\nseller                   0\nofferType                0\ncreatDate                0\nprice                    0\nv_0                      0\nv_1                      0\nv_2                      0\nv_3                      0\nv_4                      0\nv_5                      0\nv_6                      0\nv_7                      0\nv_8                      0\nv_9                      0\nv_10                     0\nv_11                     0\nv_12                     0\nv_13                     0\nv_14                     0\ndtype: int64"
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Train_data.isna().sum(0)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 删除特征倾斜严重的维度"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "outputs": [
    {
     "data": {
      "text/plain": "0    149999\n1         1\nName: seller, dtype: int64"
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Train_data['seller'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "outputs": [
    {
     "data": {
      "text/plain": "0    150000\nName: offerType, dtype: int64"
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Train_data['offerType'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "outputs": [],
   "source": [
    "Train_data.drop(columns=['seller','offerType'],inplace=True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 了解预测值(price)的分布\n",
    "seaborn常用的单变量分布直方图：\n",
    "- `displot()`：分布图，什么分布都可以画，只要设定相应的kind参数。[官方文档](http://seaborn.pydata.org/generated/seaborn.displot.html#seaborn.displot) 中有这样一句话：\n",
    "> histplot() (with kind=\"hist\"; the default)\n",
    "\n",
    " 能看懂by default吗？\n",
    "\n",
    "- `histplot()`：histogram plot。**频数**分布直方图，所以是没有fit这个参数的，因为这个并不是概率密度分布`distplot()`图而是直方图，肯定没有一些经典分布与之拟合，因为根本不是一个讨论范畴的东西。\n",
    "- `distplot()`：distribution plot。**频率**分布直方图，绘制的是类似概率密度分布图。我觉得很好用，因为可以用核密度估计、高斯分布等等来拟合（fit参数）。"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "分别用无界约翰逊分布、高斯分布、对数高斯分布来拟合，通过下面的实验，发现无界约翰逊分布是最能拟合的\n",
    "\n",
    "❓❓❓但是我突然发现一个问题，虽然发现了无界约翰逊分布是最能拟合的，然后呢？？？我看到后面是将预测值进行对数变换，并没有用到约翰逊分布了"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<AxesSubplot:title={'center':'Johnson SU'}, xlabel='price'>"
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.stats as st\n",
    "\n",
    "# 无界约翰逊分布\n",
    "y=Train_data['price']\n",
    "plt.figure(1); plt.title('Johnson SU')\n",
    "sns.distplot(y,kde=False,fit=st.johnsonsu)  #参数kde：是否绘制高斯核密度估计"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<AxesSubplot:title={'center':'Normal'}, xlabel='price'>"
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#正态分布\n",
    "plt.figure(2); plt.title('Normal')\n",
    "sns.distplot(y,kde=False,fit=st.norm)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "outputs": [
    {
     "data": {
      "text/plain": "3.3464867626369608"
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.skew()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "outputs": [
    {
     "data": {
      "text/plain": "18.995183355632562"
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.kurt()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<AxesSubplot:title={'center':'Log Normal'}, xlabel='price'>"
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对数变换后的正态分布\n",
    "plt.figure(3); plt.title('Log Normal')\n",
    "sns.distplot(y,kde=False,fit=st.lognorm)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### skew和kurt\n",
    "偏度数值的绝对值越大表明数据的离散程度越强\n",
    "\n",
    "参考：https://www.cnblogs.com/zwt20120701/p/10872243.html\n",
    "\n",
    "偶然发现这个系列博客似乎非常精髓，讲解了很多统计学基础知识：[链接](https://support.minitab.com/zh-cn/minitab/18/help-and-how-to/statistics/basic-statistics/supporting-topics/data-concepts/how-skewness-and-kurtosis-affect-your-distribution/)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "outputs": [
    {
     "data": {
      "text/plain": "SaleID                0.000000\nname                  0.557606\nregDate               0.028495\nmodel                 1.484388\nbrand                 1.150760\nbodyType              0.991530\nfuelType              1.595486\ngearbox               1.317514\npower                65.863178\nkilometer            -1.525921\nnotRepairedDamage     2.430640\nregionCode            0.688881\ncreatDate           -79.013310\nprice                 3.346487\nv_0                  -1.316712\nv_1                   0.359454\nv_2                   4.842556\nv_3                   0.106292\nv_4                   0.367989\nv_5                  -4.737094\nv_6                   0.368073\nv_7                   5.130233\nv_8                   0.204613\nv_9                   0.419501\nv_10                  0.025220\nv_11                  3.029146\nv_12                  0.365358\nv_13                  0.267915\nv_14                 -1.186355\ndtype: float64"
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Train_data.skew() # 偏度"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<AxesSubplot:xlabel='skewness', ylabel='Density'>"
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可以发现发部分值的偏度都接近0，这应该算是一种良好的特征\n",
    "sns.distplot(Train_data.skew(),axlabel='skewness')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "outputs": [
    {
     "data": {
      "text/plain": "SaleID                 -1.200000\nname                   -1.039945\nregDate                -0.697308\nmodel                   1.740483\nbrand                   1.076201\nbodyType                0.206937\nfuelType                5.880049\ngearbox                -0.264161\npower                5733.451054\nkilometer               1.141934\nnotRepairedDamage       3.908072\nregionCode             -0.340832\ncreatDate            6881.080328\nprice                  18.995183\nv_0                     3.993841\nv_1                    -1.753017\nv_2                    23.860591\nv_3                    -0.418006\nv_4                    -0.197295\nv_5                    22.934081\nv_6                    -1.742567\nv_7                    25.845489\nv_8                    -0.636225\nv_9                    -0.321491\nv_10                   -0.577935\nv_11                   12.568731\nv_12                    0.268937\nv_13                   -0.438274\nv_14                    2.393526\ndtype: float64"
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Train_data.kurt() # 峰度"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<AxesSubplot:xlabel='kurtness', ylabel='Density'>"
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEHCAYAAAC5u6FsAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAeWUlEQVR4nO3dfZRV9X3v8fdnZngWGB5GQQYFDWjwIQQmQLQmuVEjECNNNKkm1sQ2pTZ6b0xW25B4V1fS265lkia5sXFBTGqXJibE+HSJISXmoaYrDcqDiiKgIxoYGWFEQQRhmJnv/WPvgcM4nNkbZjMz+Hktzzpn//bvt8/vx5HzYT+c31ZEYGZmllVFT3fAzMz6FgeHmZnl4uAwM7NcHBxmZpaLg8PMzHJxcJiZWS5VRW5c0mzg20Al8P2IuLnDeqXr5wJ7gE9FxOpybSX9BDgj3UQ1sCMippbrx+jRo2PChAndMygzs7eIVatWvRwRNR3LCwsOSZXArcDFQAOwQtKSiHi6pNocYFL6mAksBGaWaxsRf1byHt8AdnbVlwkTJrBy5cpuGpmZ2VuDpD92Vl7koaoZQH1EbIyIZmAxMK9DnXnAnZFYDlRLGpulbbq38jHgxwWOwczMOigyOMYBm0uWG9KyLHWytL0A2BoRz3b25pLmS1opaWVTU9MRdN/MzDpTZHCok7KO85scrk6WtldRZm8jIm6LiLqIqKupedMhOjMzO0JFnhxvAMaXLNcCWzLW6V+uraQq4CPA9G7sr5mZZVDkHscKYJKkiZL6A1cCSzrUWQJco8QsYGdENGZoexGwPiIaCuy/mZl1orA9johokXQDsIzkktrbI2KtpOvS9YuApSSX4taTXI57bbm2JZu/Ep8UNzPrEXorTKteV1cXvhzXzCwfSasioq5juX85bmZmuTg4zMwsl0KnHLG+70ePbDpk+eMzT+mhnphZb+E9DjMzy8XBYWZmuTg4zMwsFweHmZnl4uAwM7NcHBxmZpaLg8PMzHJxcJiZWS4ODjMzy8XBYWZmuTg4zMwsFweHmZnl4uAwM7NcHBxmZpaLg8PMzHJxcJiZWS4ODjMzy8XBYWZmuTg4zMwsl0KDQ9JsSRsk1Uta0Ml6SbolXb9G0rQsbSX9z3TdWklfK3IMZmZ2qKqiNiypErgVuBhoAFZIWhIRT5dUmwNMSh8zgYXAzHJtJf0PYB5wbkTsk3RiUWMwM7M3K3KPYwZQHxEbI6IZWEzyhV9qHnBnJJYD1ZLGdtH2b4CbI2IfQERsK3AMZmbWQZHBMQ7YXLLckJZlqVOu7WTgAkmPSHpY0rs6e3NJ8yWtlLSyqanpKIZhZmaligwOdVIWGeuUa1sFjABmAX8H3C3pTfUj4raIqIuIupqamuy9NjOzsgo7x0GylzC+ZLkW2JKxTv8ybRuA+yIigEcltQGjAe9WmJkdA0XucawAJkmaKKk/cCWwpEOdJcA16dVVs4CdEdHYRdsHgPcDSJpMEjIvFzgOMzMrUdgeR0S0SLoBWAZUArdHxFpJ16XrFwFLgblAPbAHuLZc23TTtwO3S3oKaAY+me59mJnZMVDkoSoiYilJOJSWLSp5HcD1Wdum5c3A1d3bUzMzy8q/HDczs1wcHGZmlouDw8zMcnFwmJlZLg4OMzPLxcFhZma5ODjMzCwXB4eZmeXi4DAzs1wcHGZmlouDw8zMcnFwmJlZLg4OMzPLxcFhZma5ODjMzCwXB4eZmeXi4DAzs1wcHGZmlouDw8zMcnFwmJlZLg4OMzPLpdDgkDRb0gZJ9ZIWdLJekm5J16+RNK2rtpK+LOlFSY+nj7lFjsHMzA5VWHBIqgRuBeYAU4CrJE3pUG0OMCl9zAcWZmz7rYiYmj6WFjUGMzN7syL3OGYA9RGxMSKagcXAvA515gF3RmI5UC1pbMa2ZmbWA4oMjnHA5pLlhrQsS52u2t6QHtq6XdKI7uuymZl1pcjgUCdlkbFOubYLgdOBqUAj8I1O31yaL2mlpJVNTU2ZOmxmZl0rMjgagPEly7XAlox1Dts2IrZGRGtEtAHfIzms9SYRcVtE1EVEXU1NzVENxMzMDioyOFYAkyRNlNQfuBJY0qHOEuCa9OqqWcDOiGgs1zY9B9Luw8BTBY7BzMw6qCpqwxHRIukGYBlQCdweEWslXZeuXwQsBeYC9cAe4NpybdNNf03SVJJDVy8Af13UGMzM7M0KCw6A9FLZpR3KFpW8DuD6rG3T8j/v5m6amVkO/uW4mZnl4uAwM7NcHBxmZpaLg8PMzHJxcJiZWS4ODjMzy8XBYWZmuTg4zMwsFweHmZnl4uAwM7NcHBxmZpaLg8PMzHJxcJiZWS4ODjMzy8XBYWZmuTg4zMwsFweHmZnl4uAwM7NcHBxmZpaLg8PMzHJxcJiZWS4ODjMzy6XQ4JA0W9IGSfWSFnSyXpJuSdevkTQtR9u/lRSSRhc5BjMzO1Sm4JB0r6QPSsocNJIqgVuBOcAU4CpJUzpUmwNMSh/zgYVZ2koaD1wMbMraHzMz6x5Zg2Ah8HHgWUk3SzozQ5sZQH1EbIyIZmAxMK9DnXnAnZFYDlRLGpuh7beAvwciY//NzKybZAqOiPhVRHwCmAa8ADwk6b8lXSup32GajQM2lyw3pGVZ6hy2raTLgBcj4olyfZY0X9JKSSubmprKjs/MzLLLc+hpFPAp4NPAY8C3SYLkocM16aSs4x7C4ep0Wi5pMHAT8A9d9TcibouIuoioq6mp6aq6mZllVJWlkqT7gDOBHwAfiojGdNVPJK08TLMGYHzJci2wJWOd/ocpPx2YCDwhqb18taQZEfFSlrGYmdnRyRQcwPcjYmlpgaQBEbEvIuoO02YFMEnSROBF4EqS8ySllgA3SFoMzAR2RkSjpKbO2kbEWuDEkj68ANRFxMsZx2FmZkcp66Gqf+qk7A/lGkREC3ADsAxYB9wdEWslXSfpurTaUmAjUA98D/hMubYZ+2pmZgUqu8chaQzJSelBkt7JwXMPw4DBXW083UtZ2qFsUcnrAK7P2raTOhO66oOZmXWvrg5VXUJyQrwW+GZJ+S7gSwX1yczMerGywRERdwB3SLo8Iu49Rn0yM7NerKtDVVdHxA+BCZI+33F9RHyzk2ZmZnYc6+pQ1ZD0+YSiO2JmZn1DV4eqvps+f+XYdMfMzHq7rJMcfk3SMEn9JP1a0suSri66c2Zm1vtk/R3HByLiNeBSkl97Twb+rrBemZlZr5U1ONonMpwL/DgiXimoP2Zm1stlnXLkZ5LWA28An5FUA+wtrltmZtZbZZ1WfQHwbpJ5ofYDu3nzvTXMzOwtIOseB8DbSX7PUdrmzm7uj5mZ9XJZp1X/AcmU5o8DrWlx4OAwM3vLybrHUQdMSSclNDOzt7CsV1U9BYwpsiNmZtY3ZN3jGA08LelRYF97YURcVkivzMys18oaHF8ushNmZtZ3ZAqOiHhY0qnApIj4laTBQGWxXTMzs94o61xVfwXcA3w3LRoHPFBQn8zMrBfLenL8euB84DWAiHgWOLGoTpmZWe+VNTj2RURz+0L6I0Bfmmtm9haUNTgelvQlYJCki4GfAj8rrltmZtZbZQ2OBUAT8CTw18BS4H8X1SkzM+u9sk5y2EZyMvwzEXFFRHwvy6/IJc2WtEFSvaQFnayXpFvS9WskTeuqraT/k9Z9XNIvJZ2caaRmZtYtygZH+sX+ZUkvA+uBDZKaJP1DVxuWVAncCswBpgBXSZrSodocYFL6mA8szND26xFxbkRMBR4EuuyLmZl1n672OG4kuZrqXRExKiJGAjOB8yV9rou2M4D6iNiYnlhfzJunYp8H3BmJ5UC1pLHl2qZ3Imw3BJ+kNzM7proKjmuAqyLi+faCiNgIXJ2uK2ccsLlkuSEty1KnbFtJ/yxpM/AJDrPHIWm+pJWSVjY1NXXRVTMzy6qr4OgXES93LIyIJg7eTvZw1ElZx72Dw9Up2zYiboqI8cBdwA2dvXlE3BYRdRFRV1NT00VXzcwsq66Co/kI10GylzC+ZLkW2JKxTpa2AD8CLu+iH2Zm1o26Co53SHqtk8cu4Jwu2q4AJkmaKKk/cCWwpEOdJcA16Un4WcDOiGgs11bSpJL2l5GctDczs2Ok7CSHEXHEExlGRIukG4BlJBMi3h4RayVdl65fRPJ7kLlAPbAHuLZc23TTN0s6A2gD/ghcd6R9NDOz/PLcczy3iFhKEg6lZYtKXgfJPFiZ2qblPjRlZtaDsv5y3MzMDHBwmJlZTg4OMzPLxcFhZma5ODjMzCwXB4eZmeXi4DAzs1wcHGZmlouDw8zMcnFwmJlZLg4OMzPLxcFhZma5ODjMzCwXB4eZmeXi4DAzs1wcHGZmlouDw8zMcnFwmJlZLg4OMzPLxcFhZma5ODjMzCyXQoND0mxJGyTVS1rQyXpJuiVdv0bStK7aSvq6pPVp/fslVRc5BjMzO1RhwSGpErgVmANMAa6SNKVDtTnApPQxH1iYoe1DwNkRcS7wDPDFosZgZmZvVuQexwygPiI2RkQzsBiY16HOPODOSCwHqiWNLdc2In4ZES1p++VAbYFjMDOzDooMjnHA5pLlhrQsS50sbQH+AvjFUffUzMwyKzI41ElZZKzTZVtJNwEtwF2dvrk0X9JKSSubmpoydNfMzLIoMjgagPEly7XAlox1yraV9EngUuATEdExjACIiNsioi4i6mpqao54EGZmdqgig2MFMEnSREn9gSuBJR3qLAGuSa+umgXsjIjGcm0lzQa+AFwWEXsK7L+ZmXWiqqgNR0SLpBuAZUAlcHtErJV0Xbp+EbAUmAvUA3uAa8u1TTf9HWAA8JAkgOURcV1R4zAzs0MVFhwAEbGUJBxKyxaVvA7g+qxt0/K3dXM3zcwsB/9y3MzMcnFwmJlZLg4OMzPLxcFhZma5ODjMzCwXB4eZmeXi4DAzs1wcHGZmlouDw8zMcnFwmJlZLg4OMzPLxcFhZma5ODjMzCwXB4eZmeXi4DAzs1wcHGZmlouDw8zMcnFwmJlZLg4OMzPLxcFhZma5ODjMzCwXB4eZmeVSaHBImi1pg6R6SQs6WS9Jt6Tr10ia1lVbSR+VtFZSm6S6IvtvZmZvVlhwSKoEbgXmAFOAqyRN6VBtDjApfcwHFmZo+xTwEeB3RfXdzMwOr8g9jhlAfURsjIhmYDEwr0OdecCdkVgOVEsaW65tRKyLiA0F9tvMzMooMjjGAZtLlhvSsix1srQtS9J8SSslrWxqasrT1MzMyigyONRJWWSsk6VtWRFxW0TURURdTU1NnqZmZlZGVYHbbgDGlyzXAlsy1umfoa2ZmfWAIvc4VgCTJE2U1B+4EljSoc4S4Jr06qpZwM6IaMzY1szMekBhexwR0SLpBmAZUAncHhFrJV2Xrl8ELAXmAvXAHuDacm0BJH0Y+FegBvi5pMcj4pKixmFmZocq8lAVEbGUJBxKyxaVvA7g+qxt0/L7gfu7t6dmZpaVfzluZma5ODjMzCwXB4eZmeXi4DAzs1wcHGZmlouDw8zMcnFwmJlZLg4OMzPLxcFhZma5ODjMzCyXQqccsb4hImh6fR/Pbn2dLTveYPvuZra/vo99LW08s3UXIAZUVTB0YBXDBlUxfsRgJp80lEH9K3u662bWAxwcb0H7Wlp5fNMOHnn+FR55fjvrGnfxyu7mQ+oM7FfBoH6V7N3fdqBNW8CDaxoBkODUkYM5p7aaWaeNZNZpozht9BCkzm6lYmbHEwfHW8Qru5v59bqtPPT0Vv7r2Zd5Y38rEpw5ZhgfmHISZ4wZyuSThlI7YhCjTxjAkAHJ/xo/emQTAG0RvNHcynsm1/DC9t2sb9zF+pde49Hnt/OzJ5JbpZw8fCCXnD2GOWePZfqpI6iscIiYHY8cHMexvftb+dW6rdy3+kUefqaJ1rZg7PCBXDG9lvdMrmHGhJEMH9wv07YqJIYMqOKMMUM5Y8xQLjlrDJAc5nph+x7+8Nx2frN+G3c9sol///0LjD5hAJecdRLzpo7jXRNGeE/E7Dji4DjOtLUFK//4KvetbuDnaxrZta+FscMH8lcXnMYHzxnL2eOGdeuXuCQmjh7CxNFD+PjMU3h9Xwu/Xb+N/3jqJe5/7EXuemQTE0YN5orptXxkWi0nVw/qtvc2s57h4DhONLy6h3tWNXDv6gY2v/IGg/tXMvvsMVw+rZZZp406ZoeNThhQxYfecTIfesfJ7Glu4RdPvsRPV23mX375DN946Bn+5G2juWJ6LZecNYaB/Xxy3awvcnD0YXv3t/IfTyVfzP/93HYAzjt9FJ+/eDKXnDWGwf179uMd3L+Ky6fXcvn0WjZt38M9qxu4d1UDn138OEMHVnHpuSdzxfRxTDvFh7LM+hIHRx8TETzRsJO7V27mZ09sYdfeFsaPHMSNF07m8unjqB0xuKe72KlTRg3m8xdP5sYLJ/GHjdu5d1UDDzz2Ij9+dBMTRw/h8mnj+PC0Wsb5UNZxp/0CC4CPzzzlmL7fsXrPtxoHRx/x7NZdPLimkQfXbOG5pt0M7FfB3LPH8tG68cycOJKKPnIFU0WFOP9tozn/baP5xz9tYemTjdy7quHAoazzTh/F5dNquWjKSQwbmO3EvZkdWw6OXioiWNe4i1+t28rP1zSyYesuJJg5cSSfvuA0Lj13LEP7+BfrCQOq+FjdeD5WN57Nr+zh3tUN3Lf6RT5/9xP0qxTnnT6aS84aw8VTTqJm6ICe7q6ZpRwcvciOPc3817Mv8/AzTfzumSa27dqHBO86dSRfuews5pwzhhOHDuzpbhZi/MjB3HjRZD574SRWb3qVZWu3smztS3zp/ie56YEnmTq+mvNPH815p49i2qkjfGLdrAc5OHpIa1tQv+11Vm96ldV/fJXHNu+gftvrAAwf1I8LJo3mvZNreO/kGk4cdnyGRWckMf3UkUw/dSRfnHMm61/axbK1L/G7Z5pY+PBzfOe39QyoqqBuwgimjq/mnHHDOXvccMZVD/IJdrNjpNDgkDQb+DZQCXw/Im7usF7p+rnAHuBTEbG6XFtJI4GfABOAF4CPRcSrRY7jSLW1Bdt3N9O48w1efPUN6re9zrPp47mm12luSabzGDG4H+88ZQTz3nEy571tNO+oHU5VpeeflMTbxw7j7WOHceNFk9m1dz8rXniF39dv5w/Pbee7D2+kpS0AGDmkP28fO5SJo4cwYVTyu5IJo4cwrnqQ907MullhwSGpErgVuBhoAFZIWhIRT5dUmwNMSh8zgYXAzC7aLgB+HRE3S1qQLn+hiDHs2rufXXtb2Lu/lb3729jb0sq+A89J2a59Lezc08yOPfvZ8cZ+duzZz843mtm2ax+NO/bS3Np2yDZrRwxi0okncMGk0Zxx0lCmnTqCCaMG+1/LGQwd2I/3n3kS7z/zJCC5HHn9S7t48sWdPNWwk/UvvcaSx7fw2t6WDu2qOGnYQE4cOoCaoQMYNrAfQwdWMfTAcxXDBvZjQFUF/dPHgKrKA6/7VyYPVSS/oK9Q8gyHLkt0y+cYEekzREnZwdfQvpRWpS2C1ragrQ1a2tpojYOv29qgNYLWtjZa25K93da2SMsOPto6LLccUq+NltZD27W0Jm3a67W0ltRtC1rT5XWNr9HWlvRx9aZXD2y7rS2Svpa8V1v7gACR/Fl2/COV2tccXNe+XFkhtuzYS0VF8rlUSqze9CpVFaKyQulzBVWVokI6tLxSVKp0uSJ5bi+rPHQblRUk2yrZRkVF6TYrqDzkfQ8+tz8O/H+DDo6lZFmdjLc3fFcUuccxA6iPiI0AkhYD84DS4JgH3BnJ35TlkqoljSXZmzhc23nA+9L2dwD/SUHBcfMv1nNXh0v7Dmdw/0qqB/Vj+OD+VA/qx7m11cw+eyAnDx/E2OEDObl6EKfVDOnx31YcTwb2q2Tq+Gqmjq8+UBYRvLpnP8+/vJs/bt9N4869bHttL9t27WPbrn08tmnHgX8QtO+tdCfpYJgc+AveyRd9UBIQJeXHg45foK1tgSQqBY0791JRwYEv1ar0y7P9S7ki/ZIsDUwOWT74mk7WtbYFr+xuToMzCaKtr+09GHZpoLV0CM6+qGOwtAdO+t+BOrf9eR3vmVzTre9d5LfYOGBzyXIDyV5FV3XGddH2pIhoBIiIRkkndvbmkuYD89PF1yVtOJJBHKHRwMvH8P2KdMhYPtGDHekGx9PnAsfXeDyWgrz3n46q+amdFRYZHJ3tT3WM9sPVydK2rIi4DbgtT5vuImllRNT1xHt3N4+l9zqexuOx9C1FnoFtAMaXLNcCWzLWKdd2a3o4i/R5Wzf22czMulBkcKwAJkmaKKk/cCWwpEOdJcA1SswCdqaHocq1XQJ8Mn39SeD/FTgGMzProLBDVRHRIukGYBnJJbW3R8RaSdel6xcBS0kuxa0nuRz32nJt003fDNwt6S+BTcBHixrDUeiRQ2QF8Vh6r+NpPB5LH6I4ni7nMDOzwvlXZmZmlouDw8zMcnFw5CTp65LWS1oj6X5J1SXrviipXtIGSZeUlE+X9GS67pZ0qhUkDZD0k7T8EUkTjv2IDk/S7HQs9emv9HsVSeMl/VbSOklrJX02LR8p6SFJz6bPI0ra5PqMemBMlZIek/TgcTCWakn3pH9f1kl6d18dj6TPpf+PPSXpx5IG9tWxdIuI8CPHA/gAUJW+/irw1fT1FOAJYAAwEXgOqEzXPQq8m+T3Kb8A5qTlnwEWpa+vBH7S0+MrGWdlOobTgP7p2Kb0dL869HEsMC19PRR4Jv0cvgYsSMsXHM1n1ANj+jzwI+DBdLkvj+UO4NPp6/5AdV8cD8kPkp8HBqXLdwOf6otj6a6H9zhyiohfRkT7ZEjLSX5jAslUKIsjYl9EPE9ypdiM9LcmwyLiD5H8n3Mn8Kclbe5IX98DXNiL/gVyYMqYiGgG2qd96TUiojHSSTEjYhewjuQveemf6x0c+ued9zM6ZiTVAh8Evl9S3FfHMgx4D/BvABHRHBE76KPjIbkCdZCkKmAwye/K+upYjpqD4+j8Bcm/GqD89CkNnZQf0iYNo53AqAL7m8fhxtMrpYf53gk8QodpaYD2aWmO5DM6lv4v8PdA6cyYfXUspwFNwL+nh96+L2kIfXA8EfEi8C8kl/83kvze7Jf0wbF0FwdHJyT9Kj2W2fExr6TOTUALcFd7USeb6mr6lKOeWqVAvblvh5B0AnAvcGNEvFauaidl3TLFzdGSdCmwLSJWZW3SSVmvGEuqCpgGLIyIdwK7SQ7nHE6vHU967mIeyWGnk4Ehkq4u16STsl4xlu7iqVo7EREXlVsv6ZPApcCF6S4nlJ8+pbaT8tI2Deku8HDglaMeQPfIMmVMj5PUjyQ07oqI+9LirZLGRjIJZum0NEfyGR0r5wOXSZoLDASGSfohfXMspP1oiIhH0uV7SIKjL47nIuD5iGgCkHQfcB59cyzdwnscOSm5wdQXgMsiYk/JqiXAlUqulJpIco+RR9Nd2F2SZqXnL67h4DQppdOnXAH8piSIelqWKWN6VPrn+W/Auoj4Zsmqw01LcySf0TEREV+MiNqImEDyZ/2biLi6L44FICJeAjZLOiMtupDktgh9cTybgFmSBqd9uJDkfFpfHEv36Omz833tQXKiazPwePpYVLLuJpIrKDZQcrUEUAc8la77Dgd/sT8Q+Gm6zUeB03p6fB3GOpfkSqXngJt6uj+d9O9PSHb115R8HnNJzhP9Gng2fR55pJ9RD43rfRy8qqrPjgWYCqxMP58HgBF9dTzAV4D1aT9+QHLFVJ8cS3c8POWImZnl4kNVZmaWi4PDzMxycXCYmVkuDg4zM8vFwWFmZrk4OMxykDRB0lNH2LZa0me6u09mx5qDw+wYkFRJMjusg8P6PAeH2RGSdFo6gd/PJV1RUv56+vw+JfcL+RHwJHAzcLqkx5Xc1+V9kv5TB+9ZcVf77MjpfRselrRK0rJ0Sgsk/S9JTyu5H8zitOy96TYfT/sz9Jj/YdhbiueqMjsC6VQai4FrgRvLVJ0BnB0Rz6cz+J4dEVPTbbyPZEbfs0jmLPo9cL6kR4B/BeZFRJOkPwP+mWQ25gXAxIjYp4M3Eftb4PqI+H064ePe7hup2Zs5OMzyqyGZY+jyiFjbxS1UHo3kngzl1jcASHocmADsAM4GHkq3XUkynTck03fcJekBkmk8IAmcb0q6C7ivfXtmRfGhKrP8dpLMV3Z+utxC+ncpPdTUv6Tu7i62ta/kdSvJP+YErI2IqenjnIj4QFrng8CtwHRglaSqiLgZ+DQwCFgu6cwjH5pZ1xwcZvk1k9y57RpJHwdeIPkih+S+Df0O024XyS1uu7IBqJH0bkimjpd0lqQKYHxE/Jbkhk/VwAmSTo+IJyPiqySTCjo4rFAODrMjEBG7Se7J8jmSvY/3SnoUmMlh9jIiYjvw+/SmYF8vs+1mkmn2vyrpCZJZf88jOWT1Q0lPAo8B34rkdqw3ptt8AniDg3elNCuEZ8c1M7NcvMdhZma5ODjMzCwXB4eZmeXi4DAzs1wcHGZmlouDw8zMcnFwmJlZLv8fW9e45uVnxbIAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(Train_data.kurt(),axlabel='kurtness')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 预测值处理\n",
    "❓❓❓图中用hist绘制后的纵坐标应该是频数。发现绝大部分价格都集中在0-20000之间。为了让数据分布均匀些，教程中采用了log变换，但是并没有说明原因\n",
    "\n",
    "教程中用的是matplotlib中的hist绘制直方图，我这里用seaborn中的`histplot()`感觉更加直观些\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:xlabel='price', ylabel='Count'>"
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看预测值的频数\n",
    "sns.histplot(Train_data['price'])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<AxesSubplot:xlabel='price', ylabel='Density'>"
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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ZenOeNWdmzWq0obmvpu+/GeuJJeWBq4F3A1uA+yStjohHK7KdBSxJn7eSLSX01lHKrgTWRsSVKUCtBP4C2A98Hjg+fSpdA1wC3A2sAc4EfgBcDLwQEcdJWgF8AfjQWNt6KKoZmuue2sbOfQMjTmowMztcVbvo6d9J6pLUKmmtpG2SPjJKsVOAjRGxKSL6gRuB5YPyLAeuj8zdwAxJ80cpuxxYlbZXAecCRMSeiPgZWUCqrPt8oCsifhERAVxfLjPoXLcAp5d7SxPlQI9ohMkKMztbiYCdfi+RmTWhap8jOiMidgHvJeuhvAb4L6OUWQA8XbG/JaVVk2eksvPKKzuk77lV1GPLMOc6cJ2IKAA7gVmDTyDpEknrJK3r6ekZ5XJjU+4RDdXTueGep7jhnqd47LndAFz/i83ccM9T43p9M7N6qzYQlRc2PRv4TkTsqKLMUP/FH/xSneHyVFO2WiOdq6rrRMR1EbEsIpbNmTPnIKsxtP5CdrnhXgMB2UOtAHv7iuN6bTOzRlBtILpN0uPAMmCtpDkMGgIbwhbgqIr9hcCzVeYZqezWNNxWHnZ7vop6LBzmXAeuI6kFmA5UE2THTf8IPaKyzvbsVt6e/sKE1MnMbCJV+xqIlcBpwLKIGAD28Mr7PYPdByyRtFhSG7ACWD0oz2rg/DR77lRgZxpuG6nsauCCtH0BcOsodX8O2C3p1HT/5/yKMpXn+gBwV7qPNGFGGporm5YCUW+fA5GZNZ9qFz0FeD3Z80SVZa4fLnNEFCR9CrgdyAPfjIhHJF2ajl9LNoPtbGAjsBe4aKSy6dRXAjdLuhh4Cvhg+ZqSNpMtP9Qm6Vyye1uPAn8KfAuYQjZb7gepyDeAb0vaSNYTWjGGn8e4KE9WGO41EJAFIgG79zsQmVnzqfY1EN8GXg08AJRvVJRnoA0rrdi9ZlDatRXbAVxWbdmUvh04fZgyi4ZJX8crp3QTEfupCGT1UM3QXD4npra3sMuz5sysCVXbI1oGLJ3oYavJYOBAj2jkWeNHdLS4R2RmTanayQoPA6+qZUUmq2p6RJACUZ97RGbWfKrtEc0GHpV0L9BXToyIc2pSq0mkmskKAF0drTz34mgTFc3MDj/VBqK/rmUlJrP+MQzN9fYVKHl01MyaTFWBKCJ+LOkYYElE3Cmpk2w2mx2i/mIWWEYfmmsl8BRuM2s+1a4193Gytdi+mpIWAN+vUZ0mlYEqpm8DdHVk/2fYvc+ByMyaS7WTFS4D3gbsAoiIDYy+xptVofrJCtkqS7v3e8KCmTWXagNRX1oFGziwHI5vVoyDgSreRwTZPSLwQ61m1nyqDUQ/lvSXwBRJ7wa+C9xWu2pNHv3FEgJGe83QtBSIdrlHZGZNptpAtBLoAX4NfIJsxYP/WqtKTSb9xRL5nBjtNUgtuRydbXn3iMys6VQ7a64k6fvA9yNifF/IM8kNFKp/62pXR6vvEZlZ0xmxR5RWxf5rSduAx4H1knok/dXEVK/59ReLVQeibHUF94jMrLmMNjT3WbLZcm+JiFkRMRN4K/A2Sf+p1pWbDAYKMerDrGVdHa1+XbiZNZ3RAtH5wHkR8UQ5ISI2AR9Jx+wQle8RVWN6Zyu9+wsHVmMwM2sGowWi1ojYNjgx3SdqHSK/jVEWiKqbM9Ldma2u8LudXnPOzJrHaH8B+w/ymFVpoFCqemhu+pQ2ALa8uLeWVTIzm1CjzZp7s6RdQ6QL6KhBfSadsQzNdXdmndBnXthXyyqZmU2oEQNRRHhh0xobGMs9oilZIHrWr4MwsyZS7QOtB0XSmZLWS9ooaeUQxyXpqnT8IUknjVZW0kxJd0jakL67K45dnvKvl/SelHaEpAcqPtskfSkduzBNRy8f+1gtfx5D6R/D0FxLPscR7S0846E5M2siNQtEkvLA1cBZwFLgPElLB2U7C1iSPpcA11RRdiWwNiKWAGvTPun4CuANwJnAVyTlI2J3RJxQ/gBPAt+rqMNNFce/Pq4/hCr0F6t/oBVgRmcrz7zooTkzax617BGdAmyMiE1pwdQbgeWD8iwHro/M3cAMSfNHKbscWJW2VwHnVqTfGBF9abr5xnSeAyQtIVs1/Kfj2M5DMpbJCgAzOts8NGdmTaWWgWgB8HTF/paUVk2ekcrOi4jnANJ3+XUU1VzvPLIeUOXK4e9Pw4K3SDpqqIZIukTSOknrenrGd4WjsUxWAJgxJesRlUpe/NzMmkMtA9FQf10H//UcLk81ZQ/meiuA71Ts3wYsiog3AXfyUk/r5SeJuC4ilkXEsjlz5oxSjbEZKJZoyVf/a5jR2Up/ocT2PZ49b2bNoZaBaAtQ2cNYCDxbZZ6Rym5Nw3ek7+eruZ6kNwMtEfHLclpEbI+IvrT7NeDkahs3XvoLJfKjrLxdaUZn9iyR7xOZWbOoZSC6D1giabGkNrLeyOpBeVYD56fZc6cCO9Nw20hlVwMXpO0LgFsr0ldIape0mGwCxL0V1zqPl/eGyoGs7BzgsYNv7sEZy/RtyHpE4GeJzKx5VPUaiIMREQVJnwJuB/LANyPiEUmXpuPXkr3X6GyyiQV7gYtGKptOfSVws6SLgaeAD6Yyj0i6GXgUKACXRUSxokp/lK5V6dOSzkn5dwAXjuOPoCp9hRL5fPWBqDv1iJ7a4SncZtYcahaIACJiDVmwqUy7tmI7gMuqLZvStwOnD1PmCuCKYY4dO0Ta5cDlw7eg9gaKJVrGMDTX0Zpn9rR2ntjWW8NamZlNnJo+0GqjGyjGmHpEAMfOnsrmbe4RmVlzcCCqo2IpKJbG9kArwOLZU9m0bU+NamVmNrEciOpooJi9V2gsQ3MAi+dMZVtvH7v82nAzawIORHXUl15wlx/Dc0SQ9YgANrtXZGZNwIGojso9ooMZmgN4woHIzJqAA1EdHRiaG2MgOnpmJ5IDkZk1BweiOuovHFyPqKM1z4IZUxyIzKwpOBDV0cEOzUE2POdAZGbNwIGojsqTFcY6NAfw6jnT+O3zvV6F28wOew5EdTRQzILIwfSIls7vYk9/kc3b3Ssys8ObA1EdvTRZYey/huMXTAfg18/sHNc6mZlNNAeiOjrYyQoAS+ZNo60lx8MORGZ2mHMgqqP+Q5is0JrP8fr5Xe4Rmdlhz4GojvoPYbICwPFHdvHIM7s8YcHMDms1fQ2Ejexgp2/fcM9TAOztL7K7r8DVP9zIrGnt/PFbjx73OpqZ1Zp7RHV0sCsrlC2YMQXwa8PN7PDmQFRHhzJZAWBuVzuteXkKt5kd1hyI6qj/EJ4jgmza97Gzp7Fhq9/WamaHLweiOnppssLB/xqWzJvG9j397NjTP17VMjObUDUNRJLOlLRe0kZJK4c4LklXpeMPSTpptLKSZkq6Q9KG9N1dcezylH+9pPdUpP8opT2QPnNTerukm1KZeyQtqtkPYwiHstZc2XFzpwGw4fnd41InM7OJVrNAJCkPXA2cBSwFzpO0dFC2s4Al6XMJcE0VZVcCayNiCbA27ZOOrwDeAJwJfCWdp+zDEXFC+jyf0i4GXoiI44AvAl8Yr/ZXY+AQ7xEBzJnWzowprR6eM7PDVi17RKcAGyNiU0T0AzcCywflWQ5cH5m7gRmS5o9SdjmwKm2vAs6tSL8xIvoi4glgYzrPSCrPdQtwujTG93Yfgv5iCQkOIQ4hiePmTuO3Pb30FYrjVzkzswlSy0C0AHi6Yn9LSqsmz0hl50XEcwDpe26V1/unNCz3+Ypgc6BMRBSAncCswQ2RdImkdZLW9fT0DN/iMeovlmjN5zjU2PeGI7voK5T4yW+2jVPNzMwmTi0D0VB/XQcvATBcnmrKjuV6H46INwJvT5+PjqGORMR1EbEsIpbNmTNnlGpUr79Qoj1/6L+C4+YeQWdbntUPPjsOtTIzm1i1DERbgKMq9hcCg/9SDpdnpLJb0/Ad6bt8v2fYMhHxTPreDdzAS0N2B8pIagGmAzvG0MZDMlAs0dpy6L+CfE4cv2A6dz66lb39hXGomZnZxKllILoPWCJpsaQ2sokEqwflWQ2cn2bPnQrsTMNtI5VdDVyQti8Abq1IX5Fmwi0mmwBxr6QWSbMBJLUC7wUeHuJcHwDuiogJW7htoBC0jUOPCODNC2ewb6DIHY9uHZfzmZlNlJqtNRcRBUmfAm4H8sA3I+IRSZem49cCa4CzySYW7AUuGqlsOvWVwM2SLgaeAj6Yyjwi6WbgUaAAXBYRRUlTgdtTEMoDdwJfS+f6BvBtSRvJekIravXzGEp/sURry/jMjThmVifzp3dw24PPsvyEwbfizMwaV00XPY2INWTBpjLt2ortAC6rtmxK3w6cPkyZK4ArBqXtAU4eJv9+UiCrh/JkhfGQk3jvm+bzrZ9v5sW9/czobBuX85qZ1ZpXVqij/kJp3IbmAM558wIGisG/P/y7cTunmVmtORDV0UCxRNs4TFYoO35BF4tnT/XsOTM7rDgQ1dFAcXx7RJI4581H8otN2/ndzv3jdl4zs1pyIKqj/sL43SMq+8MTFxAB33/gmXE9r5lZrTgQ1VF/McblOaJKi2ZP5eRjuvnXX25hAmeim5kdNL8qvI7Ge7JC+RXiR3V38v0nn+Hvb1/Pwu5Ov0LczBqae0R1lE1WGP81Vt+4YDotOfHLJ18Y93ObmY03B6I6qsU9IoApbXneuGA69z/9IvsHvCK3mTU2B6I62jdQpLMtP3rGg3Daq2fRXyhx/1PuFZlZY3MgqqM9fQU622pzm25hdycLu6fwi007KJU8acHMGpcDUZ2USsHe/iJT22s3X+S0Y2exrbePtY8/P3pmM7M6cSCqk73p3s209toMzQG8aeEMujtb+fJdGzyV28walgNRnezpy94bVKuhOcjeU/TO18zlwS07+ekGv73VzBqTA1Gd9KZANK2GQ3MAJx49g/nTO/jyXRtreh0zs4PlQFQne/uyobla3iMCaMnn+MQ7juXezTu4e9P2ml7LzOxgOBDVSblHNLWG94jKVpxyNLOntbtXZGYNyYGoTsr3iKbW8B5RWUdrnkvesZifbdzGus07an49M7OxcCCqkz395R5R7QPRDfc8RVs+z7T2Fv7LLQ/xL3c/eWBdOjOzenMgqpM9feXp2xOz7mxbS453vnYOT2zbw8ae3gm5pplZNWoaiCSdKWm9pI2SVg5xXJKuSscfknTSaGUlzZR0h6QN6bu74tjlKf96Se9JaZ2S/pekxyU9IunKivwXSuqR9ED6fKx2P42XOzB9ewLuEZWdsmgmM6a0csejW/1ckZk1jJoFIkl54GrgLGApcJ6kpYOynQUsSZ9LgGuqKLsSWBsRS4C1aZ90fAXwBuBM4CvpPAD/EBGvA04E3ibprIo63BQRJ6TP18ftBzCKA0NzE3CPqKwln+Ndr5vLlhf28dhzuybsumZmI6llj+gUYGNEbIqIfuBGYPmgPMuB6yNzNzBD0vxRyi4HVqXtVcC5Fek3RkRfRDwBbAROiYi9EfFDgHSuXwELa9DeMdnTV2BKa558bvxfAzGSE4/uZva0Nu54bCtFr0FnZg2gloFoAfB0xf6WlFZNnpHKzouI5wDS99xqrydpBvA+sp5U2fvTsOAtko4aqiGSLpG0TtK6np6eobKMWW9fcUKmbg+Wz4nff/08tu7q47YHn53w65uZDVbLQDTUf/UH/xd8uDzVlB3T9SS1AN8BroqITSn5NmBRRLwJuJOXelovP0nEdRGxLCKWzZkzZ5RqVGdvf2FCZswN5fgF05k/vYMv3vkbBoqlutTBzKysloFoC1DZw1gIDP4v+HB5Riq7NQ3fkb7LS0uPdr3rgA0R8aVyQkRsj4i+tPs14ORqGjYe9vQVJvT+UKWcxLtfP48nt+/lu+u21KUOZmZltQxE9wFLJC2W1EY2kWD1oDyrgfPT7LlTgZ1puG2ksquBC9L2BcCtFekrJLVLWkw2AeJeAEl/C0wHPlt58XJAS84BHjvENlett68wYVO3h/LaVx3Bycd089//93q29/aNXsDMrEZqFogiogB8Crid7A/8zRHxiKRLJV2asq0BNpFNLPga8MmRyqYyVwLvlrQBeHfaJx2/GXgU+HfgsogoSloIfI5s9t2vBk3T/nSa0v0g8Gngwtr8NF5pT19xQqduDyaJK/7weHbtH+Bvbnu0bvUwM6vpf8kjYg1ZsKlMu7ZiO4DLqi2b0rcDpw9T5grgikFpWxj6/hERcTlw+YiNqJE9/QWObu+sx6UPeN2ruvjUf1zCF+/8DcsWdXP+aYvqWh8zm5zqNzY0ye3pKzCtTveIKn3yP76ah5/dyV/d+gh9AyU+9vbFSBM7pdzMJrf6/yWcpOo9NAccWG/u7Utm88wL+7hizWP8+Dc9XPn+N7Kwu769NTObPLzWXB1EBHv66ztZoVJLLseH33o0y084kvufeoH3fPEn/Ms9T3oZIDObEA5EdbBvoEjExKy8XS1JvHXxLP79s+/ghKNn8Ln/+TAf/ca9bHlhb72rZmZNzoGoDg68FK+tvkNzQ/nphm2cffx8lp9wJPdu3sG7/vuP+bPv3E/BD76aWY04ENXBRL0m/GCVe0efedcSjuqewm0PPsu7v/gT7nh0a72rZmZNyIGoDl56TXhjBqKy7qlt/MnbFvPRU4+hJSc+fv06Pn79Onp2+wFYMxs/DkR1UH4XUaNMVhiJJF4/v4s1n3k7f3n26/jJb3o480s/4a7H3Tsys/HhQFQHe/uzobnOBrxHNJzvrtvCtPZWLv0Pr6Y1n+NPvrWOP/rqL9ixp7/eVTOzw5wDUR30HkY9osHmdXXwyXe+mre9ehb3PbGDd/zdD/nSnb9h9/6BelfNzA5Th99fwiZwuNwjGk5LPscfvOlIli2ayfrf7eZLd25g1c8388l3HsdHTzuGjtbDp6dnZvV3eP4lPMxt3r6HtnyOuUe017sqh2ReVwfzujo4ds5U7nh0K1eseYyv/Ggj73vzkfy35cfXu3pmdpjw0FwdbNjay7FzptKSb44f/8LuTi5622Iu/r3FtORzXP+LJ/nEt9f5YVgzq0pz/CU8zGx4fjfHzZ1W72qMu1fPmcafves4zlg6jx//pof/8Pc/4s++cz93Pb6VvkKx3tUzswblobkJtre/wJYX9vGBk44aPfNhqCWX452vncsJR83g57/dzh2P/o7bHnyW9pYcS+d38VfvW8qJR3fXu5pm1kAciCbYpp49RMBr5jVfj6jSjM42zn7jfM5YOo/f9vTy8DO7eOS5nfzhV37OKYtn8ol3HMvbjpvtiQ1m5kA00TY8vxuAJU0eiMpa8jle+6ouXvuqLt47MJ8S8I2fbuLiVetoyYljZnUy94gO5na1M6+rg4XdUziqu5MF3VOYe0Q706e0+v1IZk3OgWiC/WZrL615ccysqfWuyoRrT72fP33ncaz/3W6efmEv23r7eObFfazfuptd+wYolF7+6om2lhxzprUzt6udo7o7OXbOVF49ZxrHzpnKsbOnMeUweijYzIbmQDTBNmztZfHsqbQ2yYy5g5HPiaVHdrH0yK6XpZci6O0r8OKefl7cN8Du/QV278++d+0b4KfberjtwWepDFULZkzhmFmdHD2zk6NmdvKqrg66p7YyfUob3Z2tzJrazvTO1oltoJmNSU0DkaQzgf8B5IGvR8SVg44rHT8b2AtcGBG/GqmspJnATcAiYDPwRxHxQjp2OXAxUAQ+HRG3p/STgW8BU4A1wGciIiS1A9cDJwPbgQ9FxOYa/CgA6C+UePTZnb5ZP4ycRFdHK10drRw9TJ6BYoltvX1s6+2nZ3cf23r7eHrHXh7csvPAGn6DzZ/ewYlHz+DNC2cwt6udzrYWpra1MKUtR0drno7WPFPSd0drjo6WPLmchwPNJkrNApGkPHA18G5gC3CfpNUR8WhFtrOAJenzVuAa4K2jlF0JrI2IKyWtTPt/IWkpsAJ4A3AkcKek10REMZ33EuBuskB0JvADsqD1QkQcJ2kF8AXgQ7X4eRSKJT570/08u3M/n3/T/FpcYlJozeeYP30K86dPecWxvkKR3v0F9vYX06dAb1+B1nyO+59+gTW//l3V12lryaXglDsQqNpbcrSVP/nsuyWXI5cTLTmRz4m8RD6f7bfmc0xtb2FqW54pbXlyElIWcHPKFpTNSQjI5UjH0/7L8rz0XXmOwd/5VI+p7S10tmV1Hnx/bajwOvgWnIbKNTjP6FmGvLf3yjxDnWeIclX8v6Cadrwyz1DnOYifme9jHpJa9ohOATZGxCYASTcCy4HKQLQcuD6yd1LfLWmGpPlkvZ3hyi4H3pnKrwJ+BPxFSr8xIvqAJyRtBE6RtBnoiohfpHNdD5xLFoiWA3+dznUL8GVJihq8I/uquzay5te/47/+wes5640ORLXQ3pKnfVqeWUMcO/XYWeztK7B3oEh/oURfocRAsfyJA9uFYtBfLFEolugvBoWKPPsGiuzeX6BQCoqloFAqUQoolYJSBBHZ8GIxstfBl89lBhMcvKu61ujnGZzn/3nfUj70luHGKw5eLQPRAuDpiv0tZL2e0fIsGKXsvIh4DiAinpM0t+Jcdw9xroG0PTj9ZdePiIKkncAsYFtlJSVdQtajAuiVtH7oJo/u41+Aj78yefbgazaxydLWydJOmDxtnSzthGHauuL/zYadDtIxwx2oZSAaqq86uKcxXJ5qylZ7vZHOVdV1IuI64LpRrn/QJK2LiGW1On8jmSxtnSzthMnT1snSTpj4ttZy6tYWoHL5gIXAs1XmGans1jR8R/p+vopzLRzmXAfKSGoBpgM7qmqdmZmNi1oGovuAJZIWS2oj69GtHpRnNXC+MqcCO9Ow20hlVwMXpO0LgFsr0ldIape0mGwCxL3pfLslnZpm6Z0/qEz5XB8A7qrF/SEzMxtezYbm0j2XTwG3k03B/mZEPCLp0nT8WrIZbGcDG8mmb180Utl06iuBmyVdDDwFfDCVeUTSzWQTGgrAZWnGHMCf8tL07R+kD8A3gG+niQ07OKThz0NSs2G/BjRZ2jpZ2gmTp62TpZ0wwW2VOwBmZlZPk/fxfjMzawgORGZmVlcORHUm6UxJ6yVtTCtFNDxJR0n6oaTHJD0i6TMpfaakOyRtSN/dFWUuT21cL+k9FeknS/p1OnZVmlBCmnRyU0q/R9KiCW/oS3XMS7pf0r+l/aZrZ3qY/BZJj6ff62nN2M5Ul/+U/t0+LOk7kjqapa2SvinpeUkPV6RNSNskXZCusUFSeRJYdSLCnzp9yCZi/BY4FmgDHgSW1rteVdR7PnBS2j4C+A2wFPg7YGVKXwl8IW0vTW1rBxanNufTsXuB08ie6foBcFZK/yRwbdpeAdxUx/b+Z+AG4N/SftO1k2yVko+l7TZgRpO2cwHwBDAl7d8MXNgsbQXeAZwEPFyRVvO2ATOBTem7O213V13vevxj8OfAP5DTgNsr9i8HLq93vQ6iHbeSrQu4Hpif0uYD64dqF9lsyNNSnscr0s8DvlqZJ223kD3lrTq0bSGwFngXLwWipmon0EX2x1mD0puqnena5dVUZqZ6/BtwRjO1lWyJtMpAVPO2VeZJx74KnFdtnT00V1/DLXF02Ehd8xOBexi0/BJQufzScEs5VbX8ElBefmmifQn4v4HKReOarZ3HAj3AP6UhyK9LmkrztZOIeAb4B7JHP54je3bxf9OEba0wEW07pL9lDkT1dTBLGTUMSdOAfwU+GxG7Rso6RNq4LL9US5LeCzwfEb+stsgQaQ3fTrL/2Z4EXBMRJwJ7yIZwhnO4tpN0f2Q52VDUkcBUSR8ZqcgQaYdFW6swnm07pDY7ENVXNcsgNSRJrWRB6F8i4nspudmWX3obcI6yFdxvBN4l6Z9pvnZuAbZExD1p/xaywNRs7QT4feCJiOiJiAHge8D/RXO2tWwi2nZIf8sciOqrmmWQGk6aQfMN4LGI+MeKQ021/FJEXB4RCyNiEdnv5q6I+AjN187fAU9Lem1KOp1shZKmamfyFHCqpM5Ux9OBx2jOtpZNRNtuB86Q1J16nWektOpM1A00f4a9sXg22ayz3wKfq3d9qqzz75F1ux8CHkifs8nGitcCG9L3zIoyn0ttXE+agZPSlwEPp2Nf5qXVPjqA75It/3QvcGyd2/xOXpqs0HTtBE4A1qXf6ffJZj41XTtTXf4GeDzV89tks8aaoq3Ad8jufZVff3PxRLUN+JOUvhG4aCz19hI/ZmZWVx6aMzOzunIgMjOzunIgMjOzunIgMjOzunIgMjOzunIgMmsCkv6bpN+vdz3MDoanb5sd5iTlI6JY73qYHSz3iMwamKRFyt4RtErSQ8reGdQpabOkv5L0M+CDkr4l6QOpzFsk/VzSg5LulXSEsncq/b2k+9J5PlHnppkd4EBk1vheC1wXEW8CdpG9EwZgf0T8XkTcWM6Yloq6CfhMRLyZbG21fWRP2O+MiLcAbwE+npZ1Mas7ByKzxvd0RPyftP3PZEssQRZwBnst8FxE3AcQEbsiW67/DOB8SQ+QvbJjFtnaYmZ111LvCpjZqAbfyC3v7xkir4bIX07/s4iofiFKswniHpFZ4zta0mlp+zzgZyPkfRw4UtJbANL9oRaylZD/NL2+A0mvSS+/M6s7ByKzxvcYcIGkh8hecX3NcBkjoh/4EPD/SXoQuINsxeSvk73a4VeSHiZ7lbNHRKwhePq2WQNLr2L/t4g4vt51MasV94jMzKyu3CMyM7O6co/IzMzqyoHIzMzqyoHIzMzqyoHIzMzqyoHIzMzq6v8Hig9FAIiMiUAAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看预测值的概率分布\n",
    "sns.distplot(Train_data['price'])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:xlabel='price', ylabel='Count'>"
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#❓进行log变换后，发现分布相对均匀，教程中说这是预测类问题常用的trick，但是为什么分布均匀就更好呢？\n",
    "sns.histplot(np.log(Train_data['price']))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 类别特征和数字特征分析"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "outputs": [],
   "source": [
    "y_train = Train_data['price']  # 预测目标也算是一种数字特征\n",
    "\n",
    "numeric_features = ['power', 'kilometer', 'v_0', 'v_1', 'v_2', 'v_3', 'v_4', 'v_5', 'v_6', 'v_7', 'v_8', 'v_9', 'v_10', 'v_11', 'v_12', 'v_13','v_14' ]\n",
    "categorical_features = ['name', 'model', 'brand', 'bodyType', 'fuelType', 'gearbox', 'notRepairedDamage', 'regionCode',]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 协方差和相关系数\n",
    "目前发现有三种相关系数：Pearson、Spearman、Kendall\n",
    "这是一篇巨牛逼的文章：https://www.zhihu.com/question/20852004\n",
    "> 相关系数也可以看成协方差：一种剔除了两个变量量纲影响、标准化后的特殊协方差\n",
    ">\n",
    "> 由于它是标准化后的协方差，因此更重要的特性来了：它消除了两个变量变化幅度的影响，而只是单纯反应两个变量每单位变化时的相似程度。\n",
    "\n",
    "这句话说得巨好，**标准化**后的协方差！\n",
    "\n",
    "同时我在[Pearson 相关方法和 Spearman 相关方法的比较](https://support.minitab.com/zh-cn/minitab/18/help-and-how-to/statistics/basic-statistics/supporting-topics/correlation-and-covariance/a-comparison-of-the-pearson-and-spearman-correlation-methods/#what-is-correlation)\n",
    "这篇文章中有一段话：\n",
    ">Pearson 相关系数只度量线性关系。Spearman 相关系数只度量单调关系。因此，即使相关系数为 0，也可能存在有意义的关系。检查散点图可确定关系的形式。\n",
    "\n",
    "然后给出了下面这张图：\n",
    "\n",
    "![非线性关系](https://support.minitab.com/zh-cn/minitab/18/scatterplot_quadratic_model.png)\n",
    "\n",
    "也就是说，两中相关性度量方法有它的很强的局限性，因为只能度量一些线性的关系，而非线性关系，比如这里的二维关系就得画图看看了。"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 数字特征分析"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### 相关性分析\n",
    "这是比较精彩的一个部分，相关系数请参考：https://blog.csdn.net/u012325865/article/details/88421813\n",
    "\n",
    "本部分的主要目标是将所有数字特征与price求相关性，个人觉得与price的相关系数太接近0的就可以直接忽略。\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "outputs": [],
   "source": [
    "numeric_features.append('price')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "outputs": [
    {
     "data": {
      "text/plain": "price        1.000000\nv_12         0.692823\nv_8          0.685798\nv_0          0.628397\npower        0.219834\nv_5          0.164317\nv_2          0.085322\nv_6          0.068970\nv_1          0.060914\nv_14         0.035911\nv_13        -0.013993\nv_7         -0.053024\nv_4         -0.147085\nv_9         -0.206205\nv_10        -0.246175\nv_11        -0.275320\nkilometer   -0.440519\nv_3         -0.730946\nName: price, dtype: float64"
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_numeric = Train_data[numeric_features]\n",
    "correlation = price_numeric.corr()\n",
    "sort_corr = correlation['price'].sort_values(ascending=False)\n",
    "sort_corr"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### 绘制热力图观察相关性\n",
    "看第一行或者第一列就行"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:title={'center':'Correlation of Numeric Features with Price'}>"
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Correlation of Numeric Features with Price',y=1,size=16)\n",
    "sns.heatmap(correlation,square=True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### 用`pairplot`展现变量（特征）之间的关系\n",
    "预计这种方式可以查看数据见是否有明显的线性关系\n",
    "\n",
    "参考：https://zhuanlan.zhihu.com/p/98729226"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### ❗踩坑警示\n",
    "x_vars和y_vars都得包含price，且要将price放在第一个，不然会像下面的结果一样，第一个图变成空白。"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.PairGrid at 0x25c16c514f0>"
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 3240x180 with 19 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(price_numeric,y_vars=['price'])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.PairGrid at 0x25c26ca8c10>"
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 3240x180 with 19 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 正确做法\n",
    "sns.pairplot(\n",
    "    price_numeric,\n",
    "    x_vars=sort_corr.index, #只选了一部分特征进行观察，发现匿名特征相对分布均匀\n",
    "    y_vars=['price'])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### `regplot`\n",
    "即regression plot，可以和pairplot结合。regplot可以用线性函数来大致拟合两个数据间的线性关系\n",
    "\n",
    "参考：https://zhuanlan.zhihu.com/p/141659628"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 类别特征分析\n",
    "todo"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 研究标准化、归一化和中心化\n",
    "\n",
    "理解标准化、归一化、中心化。这篇文章写得非常之好：https://blog.csdn.net/weixin_36604953/article/details/102652160\n",
    "\n",
    "标准化：$$x^\\prime = \\frac{x-\\bar{x}} {\\sigma}$$\n",
    "\n",
    "归一化：$$x^\\prime = \\frac{x - min(x)} {max(x)-minx(x)}$$\n",
    "\n",
    "中心化：\n",
    "三种变换都是线性变换"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:xlabel='price', ylabel='Count'>"
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#原始数据分布\n",
    "sns.histplot(Train_data['price'])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:title={'center':'standardization'}, xlabel='price', ylabel='Count'>"
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 标准化\n",
    "\n",
    "# .var()是方差函数，.std()是标准差函数\n",
    "value = (Train_data['price']-Train_data['price'].mean())/Train_data['price'].var()\n",
    "plt.title('standardization')\n",
    "sns.histplot(value)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:title={'center':'normalization'}, xlabel='price', ylabel='Count'>"
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 归一化\n",
    "\n",
    "value1 = (Train_data['price']-Train_data['price'].min())/Train_data['price'].max()\n",
    "plt.title('normalization')\n",
    "sns.histplot(value1)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 生成数据报告"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "outputs": [],
   "source": [
    "import pandas_profiling\n",
    "pfr = pandas_profiling.ProfileReport(Train_data)\n",
    "# pfr.to_file(\"./example.html\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}